Overview

Dataset statistics

Number of variables	31
Number of observations	50000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.2 MiB
Average record size in memory	277.1 B

Variable types

Numeric	18
Categorical	13

Alerts

`Amount_invested_monthly` is highly overall correlated with `Annual_Income` and 1 other fields	High correlation
`Annual_Income` is highly overall correlated with `Amount_invested_monthly` and 2 other fields	High correlation
`Credit_History_Months` is highly overall correlated with `Interest_Rate` and 4 other fields	High correlation
`Credit_Mix` is highly overall correlated with `Delay_from_due_date` and 6 other fields	High correlation
`Delay_from_due_date` is highly overall correlated with `Credit_Mix` and 4 other fields	High correlation
`Interest_Rate` is highly overall correlated with `Credit_History_Months` and 6 other fields	High correlation
`Monthly_Balance` is highly overall correlated with `Annual_Income` and 1 other fields	High correlation
`Monthly_Inhand_Salary` is highly overall correlated with `Amount_invested_monthly` and 2 other fields	High correlation
`Num_Bank_Accounts` is highly overall correlated with `Credit_Mix` and 3 other fields	High correlation
`Num_Credit_Inquiries` is highly overall correlated with `Credit_History_Months` and 2 other fields	High correlation
`Num_of_Delayed_Payment` is highly overall correlated with `Credit_Mix` and 3 other fields	High correlation
`Num_of_Loan` is highly overall correlated with `Credit_History_Months` and 3 other fields	High correlation
`Num_of_Loan_Types` is highly overall correlated with `Credit_History_Months` and 2 other fields	High correlation
`Outstanding_Debt` is highly overall correlated with `Credit_History_Months` and 6 other fields	High correlation
`Payment_Behaviour_lavel` is highly overall correlated with `Payment_Behaviour_size`	High correlation
`Payment_Behaviour_size` is highly overall correlated with `Payment_Behaviour_lavel`	High correlation
`Payment_of_Min_Amount` is highly overall correlated with `Credit_Mix`	High correlation
`Credit_Utilization_Ratio` has unique values	Unique
`Num_Bank_Accounts` has 2166 (4.3%) zeros	Zeros
`Num_of_Loan` has 5163 (10.3%) zeros	Zeros
`Num_of_Loan_Types` has 6484 (13.0%) zeros	Zeros
`Delay_from_due_date` has 626 (1.3%) zeros	Zeros
`Num_of_Delayed_Payment` has 784 (1.6%) zeros	Zeros
`Num_Credit_Inquiries` has 1102 (2.2%) zeros	Zeros
`Total_EMI_per_month` has 5002 (10.0%) zeros	Zeros

Reproduction

Analysis started	2025-12-10 06:23:58.848342
Analysis finished	2025-12-10 06:25:06.607263
Duration	1 minute and 7.76 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

Age
Real number (ℝ)

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.9489

Minimum	19
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	19
5-th percentile	20
Q1	28
median	34
Q3	41
95-th percentile	52
Maximum	56
Range	37
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.2970327
Coefficient of variation (CV)	0.26601789
Kurtosis	-0.59152144
Mean	34.9489
Median Absolute Deviation (MAD)	7
Skewness	0.28176638
Sum	1747445
Variance	86.434817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
34	8246	16.5%
39	1493	3.0%
32	1440	2.9%
44	1428	2.9%
22	1422	2.8%
35	1414	2.8%
37	1397	2.8%
27	1382	2.8%
20	1374	2.7%
29	1368	2.7%
Other values (28)	29036	58.1%

Value	Count	Frequency (%)
19	1277	2.6%
20	1374	2.7%
21	1260	2.5%
22	1422	2.8%
23	1213	2.4%
24	1318	2.6%
25	1325	2.6%
26	1348	2.7%
27	1382	2.8%
28	1344	2.7%

Value	Count	Frequency (%)
56	498	1.0%
55	647	1.3%
54	623	1.2%
53	657	1.3%
52	593	1.2%
51	610	1.2%
50	653	1.3%
49	644	1.3%
48	593	1.2%
47	624	1.2%

Occupation
Categorical

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

Unknown	3438
Lawyer	3324
Engineer	3212
Architect	3195
Mechanic	3168
Other values (11)	33663

Length

Max length	13
Median length	10
Mean length	8.43476
Min length	6

Characters and Unicode

Total characters	421738
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Scientist
2nd row	Scientist
3rd row	Scientist
4th row	Scientist
5th row	Unknown

Common Values

Value	Count	Frequency (%)
Unknown	3438	6.9%
Lawyer	3324	6.6%
Engineer	3212	6.4%
Architect	3195	6.4%
Mechanic	3168	6.3%
Developer	3146	6.3%
Accountant	3133	6.3%
Media_Manager	3130	6.3%
Scientist	3104	6.2%
Teacher	3103	6.2%
Other values (6)	18047	36.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
unknown	3438	6.9%
lawyer	3324	6.6%
engineer	3212	6.4%
architect	3195	6.4%
mechanic	3168	6.3%
developer	3146	6.3%
accountant	3133	6.3%
media_manager	3130	6.3%
scientist	3104	6.2%
teacher	3103	6.2%
Other values (6)	18047	36.1%

Most occurring characters

Value	Count	Frequency (%)
e	56361	13.4%
n	47596	11.3%
r	43349	10.3%
a	34102	8.1%
c	31173	7.4%
t	30964	7.3%
i	30777	7.3%
o	18808	4.5%
M	15375	3.6%
u	12220	2.9%
Other values (20)	101013	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	421738	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	56361	13.4%
n	47596	11.3%
r	43349	10.3%
a	34102	8.1%
c	31173	7.4%
t	30964	7.3%
i	30777	7.3%
o	18808	4.5%
M	15375	3.6%
u	12220	2.9%
Other values (20)	101013	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	421738	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	56361	13.4%
n	47596	11.3%
r	43349	10.3%
a	34102	8.1%
c	31173	7.4%
t	30964	7.3%
i	30777	7.3%
o	18808	4.5%
M	15375	3.6%
u	12220	2.9%
Other values (20)	101013	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	421738	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	56361	13.4%
n	47596	11.3%
r	43349	10.3%
a	34102	8.1%
c	31173	7.4%
t	30964	7.3%
i	30777	7.3%
o	18808	4.5%
M	15375	3.6%
u	12220	2.9%
Other values (20)	101013	24.0%

Annual_Income
Real number (ℝ)

High correlation

Distinct	12954
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	156138.03

Minimum	7005.93
Maximum	24137255
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	7005.93
5-th percentile	9888.7
Q1	20062.86
median	37575.87
Q3	69955.56
95-th percentile	132753.52
Maximum	24137255
Range	24130249
Interquartile range (IQR)	49892.7

Descriptive statistics

Standard deviation	1294277.9
Coefficient of variation (CV)	8.2893187
Kurtosis	206.052
Mean	156138.03
Median Absolute Deviation (MAD)	20453.5
Skewness	13.887611
Sum	7.8069016 × 10⁹
Variance	1.6751553 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37575.87	3520	7.0%
36585.12	8	< 0.1%
109945.32	8	< 0.1%
9141.63	8	< 0.1%
17816.75	8	< 0.1%
22434.16	8	< 0.1%
72524.2	8	< 0.1%
95596.35	8	< 0.1%
40341.16	7	< 0.1%
20867.67	7	< 0.1%
Other values (12944)	46410	92.8%

Value	Count	Frequency (%)
7005.93	4	< 0.1%
7006.035	3	< 0.1%
7006.52	4	< 0.1%
7011.685	4	< 0.1%
7012.31	4	< 0.1%
7019.435	4	< 0.1%
7020.545	3	< 0.1%
7021.91	4	< 0.1%
7023.16	3	< 0.1%
7039.745	4	< 0.1%

Value	Count	Frequency (%)
24137255	1	< 0.1%
24121832	1	< 0.1%
24112304	1	< 0.1%
24017307	1	< 0.1%
24004088	1	< 0.1%
23994243	1	< 0.1%
23967713	1	< 0.1%
23960895	1	< 0.1%
23941224	1	< 0.1%
23875413	1	< 0.1%

Monthly_Inhand_Salary
Real number (ℝ)

High correlation

Distinct	12794
Distinct (%)	25.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4017.6932

Minimum	303.64542
Maximum	15204.633
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	303.64542
5-th percentile	887.24298
Q1	1794.3042
median	3086.305
Q3	5338.9675
95-th percentile	10434.411
Maximum	15204.633
Range	14900.988
Interquartile range (IQR)	3544.6633

Descriptive statistics

Standard deviation	2952.4799
Coefficient of variation (CV)	0.73486943
Kurtosis	1.4053214
Mean	4017.6932
Median Absolute Deviation (MAD)	1538.0592
Skewness	1.3544086
Sum	2.0088466 × 10⁸
Variance	8717137.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3086.305	7498	15.0%
1315.560833	8	< 0.1%
536.43125	7	< 0.1%
5766.491667	7	< 0.1%
4387.2725	7	< 0.1%
6082.1875	7	< 0.1%
3080.555	7	< 0.1%
6639.56	7	< 0.1%
2295.058333	7	< 0.1%
6358.956667	6	< 0.1%
Other values (12784)	42439	84.9%

Value	Count	Frequency (%)
303.6454167	2	< 0.1%
319.55625	4	< 0.1%
331.0319233	2	< 0.1%
332.1283333	3	< 0.1%
332.43125	4	< 0.1%
333.5966667	4	< 0.1%
355.2083333	4	< 0.1%
357.2558333	4	< 0.1%
358.0583333	4	< 0.1%
361.6033333	4	< 0.1%

Value	Count	Frequency (%)
15204.63333	3	< 0.1%
15167.18	4	< 0.1%
15136.69667	3	< 0.1%
15115.19	3	< 0.1%
15101.94	3	< 0.1%
15090.07667	4	< 0.1%
15066.78333	4	< 0.1%
14978.33667	3	< 0.1%
14960.25	1	< 0.1%
14929.54	3	< 0.1%

Num_Bank_Accounts
Real number (ℝ)

High correlation Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3777

Minimum	0
Maximum	11
Zeros	2166
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	10
Maximum	11
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.5771953
Coefficient of variation (CV)	0.47923746
Kurtosis	-0.66244139
Mean	5.3777
Median Absolute Deviation (MAD)	2
Skewness	-0.19944736
Sum	268885
Variance	6.6419355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	7155	14.3%
7	6408	12.8%
8	6387	12.8%
4	6100	12.2%
5	6068	12.1%
3	5955	11.9%
9	2738	5.5%
10	2599	5.2%
1	2253	4.5%
0	2166	4.3%
Other values (2)	2171	4.3%

Value	Count	Frequency (%)
0	2166	4.3%
1	2253	4.5%
2	2152	4.3%
3	5955	11.9%
4	6100	12.2%
5	6068	12.1%
6	7155	14.3%
7	6408	12.8%
8	6387	12.8%
9	2738	5.5%

Value	Count	Frequency (%)
11	19	< 0.1%
10	2599	5.2%
9	2738	5.5%
8	6387	12.8%
7	6408	12.8%
6	7155	14.3%
5	6068	12.1%
4	6100	12.2%
3	5955	11.9%
2	2152	4.3%

Num_Credit_Card
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.52008

Minimum	0
Maximum	11
Zeros	16
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
median	5
Q3	7
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0495075
Coefficient of variation (CV)	0.3712822
Kurtosis	-0.26021895
Mean	5.52008
Median Absolute Deviation (MAD)	1
Skewness	0.24616653
Sum	276004
Variance	4.2004808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	10389	20.8%
7	8271	16.5%
6	8243	16.5%
4	7072	14.1%
3	6539	13.1%
8	2497	5.0%
10	2405	4.8%
9	2333	4.7%
2	1131	2.3%
1	1063	2.1%
Other values (2)	57	0.1%

Value	Count	Frequency (%)
0	16	< 0.1%
1	1063	2.1%
2	1131	2.3%
3	6539	13.1%
4	7072	14.1%
5	10389	20.8%
6	8243	16.5%
7	8271	16.5%
8	2497	5.0%
9	2333	4.7%

Value	Count	Frequency (%)
11	41	0.1%
10	2405	4.8%
9	2333	4.7%
8	2497	5.0%
7	8271	16.5%
6	8243	16.5%
5	10389	20.8%
4	7072	14.1%
3	6539	13.1%
2	1131	2.3%

Interest_Rate
Real number (ℝ)

High correlation

Distinct	34
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.50196

Minimum	1
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	13
Q3	20
95-th percentile	31
Maximum	34
Range	33
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.6613727
Coefficient of variation (CV)	0.59725531
Kurtosis	-0.63386875
Mean	14.50196
Median Absolute Deviation (MAD)	6
Skewness	0.51047292
Sum	725098
Variance	75.019377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
8	2503	5.0%
5	2500	5.0%
6	2368	4.7%
12	2288	4.6%
10	2259	4.5%
9	2253	4.5%
7	2250	4.5%
11	2198	4.4%
13	2153	4.3%
18	2052	4.1%
Other values (24)	27176	54.4%

Value	Count	Frequency (%)
1	1344	2.7%
2	1245	2.5%
3	1388	2.8%
4	1287	2.6%
5	2500	5.0%
6	2368	4.7%
7	2250	4.5%
8	2503	5.0%
9	2253	4.5%
10	2259	4.5%

Value	Count	Frequency (%)
34	744	1.5%
33	734	1.5%
32	874	1.7%
31	731	1.5%
30	846	1.7%
29	833	1.7%
28	815	1.6%
27	808	1.6%
26	749	1.5%
25	790	1.6%

Num_of_Loan
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4839

Minimum	0
Maximum	9
Zeros	5163
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.3340115
Coefficient of variation (CV)	0.66994217
Kurtosis	-0.35125905
Mean	3.4839
Median Absolute Deviation (MAD)	1
Skewness	0.5269563
Sum	174195
Variance	5.4476097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	11774	23.5%
2	7173	14.3%
4	6982	14.0%
0	5163	10.3%
1	5029	10.1%
6	3707	7.4%
7	3483	7.0%
5	3437	6.9%
9	1746	3.5%
8	1506	3.0%

Value	Count	Frequency (%)
0	5163	10.3%
1	5029	10.1%
2	7173	14.3%
3	11774	23.5%
4	6982	14.0%
5	3437	6.9%
6	3707	7.4%
7	3483	7.0%
8	1506	3.0%
9	1746	3.5%

Value	Count	Frequency (%)
9	1746	3.5%
8	1506	3.0%
7	3483	7.0%
6	3707	7.4%
5	3437	6.9%
4	6982	14.0%
3	11774	23.5%
2	7173	14.3%
1	5029	10.1%
0	5163	10.3%

Debt Consolidation Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34480
1	15520

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring characters

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Home Equity Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34300
1	15700

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	34300	68.6%
1	15700	31.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34300	68.6%
1	15700	31.4%

Most occurring characters

Value	Count	Frequency (%)
0	34300	68.6%
1	15700	31.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34300	68.6%
1	15700	31.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34300	68.6%
1	15700	31.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34300	68.6%
1	15700	31.4%

Student Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34480
1	15520

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring characters

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34480	69.0%
1	15520	31.0%

Payday Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34028
1	15972

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	34028	68.1%
1	15972	31.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34028	68.1%
1	15972	31.9%

Most occurring characters

Value	Count	Frequency (%)
0	34028	68.1%
1	15972	31.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34028	68.1%
1	15972	31.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34028	68.1%
1	15972	31.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34028	68.1%
1	15972	31.9%

Personal Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34448
1	15552

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	34448	68.9%
1	15552	31.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34448	68.9%
1	15552	31.1%

Most occurring characters

Value	Count	Frequency (%)
0	34448	68.9%
1	15552	31.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34448	68.9%
1	15552	31.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34448	68.9%
1	15552	31.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34448	68.9%
1	15552	31.1%

Auto Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34720
1	15280

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	34720	69.4%
1	15280	30.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34720	69.4%
1	15280	30.6%

Most occurring characters

Value	Count	Frequency (%)
0	34720	69.4%
1	15280	30.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34720	69.4%
1	15280	30.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34720	69.4%
1	15280	30.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34720	69.4%
1	15280	30.6%

Mortgage Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34320
1	15680

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	34320	68.6%
1	15680	31.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34320	68.6%
1	15680	31.4%

Most occurring characters

Value	Count	Frequency (%)
0	34320	68.6%
1	15680	31.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34320	68.6%
1	15680	31.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34320	68.6%
1	15680	31.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34320	68.6%
1	15680	31.4%

Credit-Builder Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	34136
1	15864

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	34136	68.3%
1	15864	31.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	34136	68.3%
1	15864	31.7%

Most occurring characters

Value	Count	Frequency (%)
0	34136	68.3%
1	15864	31.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34136	68.3%
1	15864	31.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34136	68.3%
1	15864	31.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34136	68.3%
1	15864	31.7%

Num_of_Loan_Types
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.50176

Minimum	0
Maximum	7
Zeros	6484
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	5
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.626865
Coefficient of variation (CV)	0.65028821
Kurtosis	-0.60423256
Mean	2.50176
Median Absolute Deviation (MAD)	1
Skewness	0.25031553
Sum	125088
Variance	2.6466898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	11328	22.7%
3	10532	21.1%
1	8016	16.0%
4	7416	14.8%
0	6484	13.0%
5	4440	8.9%
6	1532	3.1%
7	252	0.5%

Value	Count	Frequency (%)
0	6484	13.0%
1	8016	16.0%
2	11328	22.7%
3	10532	21.1%
4	7416	14.8%
5	4440	8.9%
6	1532	3.1%
7	252	0.5%

Value	Count	Frequency (%)
7	252	0.5%
6	1532	3.1%
5	4440	8.9%
4	7416	14.8%
3	10532	21.1%
2	11328	22.7%
1	8016	16.0%
0	6484	13.0%

Delay_from_due_date
Real number (ℝ)

High correlation Zeros

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.05264

Minimum	-5
Maximum	67
Zeros	626
Zeros (%)	1.3%
Negative	298
Negative (%)	0.6%
Memory size	1.8 MiB

Quantile statistics

Minimum	-5
5-th percentile	3
Q1	10
median	18
Q3	28
95-th percentile	54
Maximum	67
Range	72
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	14.860397
Coefficient of variation (CV)	0.70586859
Kurtosis	0.3444274
Mean	21.05264
Median Absolute Deviation (MAD)	9
Skewness	0.96492811
Sum	1052632
Variance	220.83141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	1761	3.5%
15	1759	3.5%
8	1680	3.4%
9	1656	3.3%
10	1645	3.3%
14	1636	3.3%
12	1625	3.2%
7	1587	3.2%
6	1584	3.2%
11	1573	3.1%
Other values (63)	33494	67.0%

Value	Count	Frequency (%)
-5	18	< 0.1%
-4	49	0.1%
-3	59	0.1%
-2	71	0.1%
-1	101	0.2%
0	626	1.3%
1	668	1.3%
2	669	1.3%
3	848	1.7%
4	825	1.7%

Value	Count	Frequency (%)
67	7	< 0.1%
66	12	< 0.1%
65	30	0.1%
64	33	0.1%
63	21	< 0.1%
62	279	0.6%
61	271	0.5%
60	259	0.5%
59	250	0.5%
58	282	0.6%

Num_of_Delayed_Payment
Real number (ℝ)

High correlation Zeros

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.4874

Minimum	0
Maximum	28
Zeros	784
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	14
Q3	18
95-th percentile	23
Maximum	28
Range	28
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.8535089
Coefficient of variation (CV)	0.43399832
Kurtosis	-0.36112928
Mean	13.4874
Median Absolute Deviation (MAD)	4
Skewness	-0.22428142
Sum	674370
Variance	34.263567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
14	7588	15.2%
19	2622	5.2%
15	2594	5.2%
18	2570	5.1%
16	2548	5.1%
17	2545	5.1%
10	2517	5.0%
12	2483	5.0%
11	2440	4.9%
20	2422	4.8%
Other values (19)	19671	39.3%

Value	Count	Frequency (%)
0	784	1.6%
1	814	1.6%
2	872	1.7%
3	939	1.9%
4	887	1.8%
5	1036	2.1%
6	1076	2.2%
7	1140	2.3%
8	2352	4.7%
9	2365	4.7%

Value	Count	Frequency (%)
28	64	0.1%
27	104	0.2%
26	147	0.3%
25	813	1.6%
24	836	1.7%
23	1011	2.0%
22	1116	2.2%
21	1315	2.6%
20	2422	4.8%
19	2622	5.2%

Changed_Credit_Limit
Real number (ℝ)

Distinct	3713
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.101752

Minimum	-6.45
Maximum	28.32
Zeros	2
Zeros (%)	< 0.1%
Negative	835
Negative (%)	1.7%
Memory size	1.8 MiB

Quantile statistics

Minimum	-6.45
5-th percentile	1.17
Q1	5.44
median	9.41
Q3	14.14
95-th percentile	21.91
Maximum	28.32
Range	34.77
Interquartile range (IQR)	8.7

Descriptive statistics

Standard deviation	6.3479675
Coefficient of variation (CV)	0.62840265
Kurtosis	-0.069241267
Mean	10.101752
Median Absolute Deviation (MAD)	4.27
Skewness	0.52548721
Sum	505087.58
Variance	40.296692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.41	1719	3.4%
11.5	70	0.1%
11.32	63	0.1%
7.01	60	0.1%
7.35	60	0.1%
10.06	57	0.1%
7.63	56	0.1%
8.22	56	0.1%
7.69	56	0.1%
8.82	55	0.1%
Other values (3703)	47748	95.5%

Value	Count	Frequency (%)
-6.45	2	< 0.1%
-6.43	1	< 0.1%
-6.41	1	< 0.1%
-6.4	1	< 0.1%
-6.37	1	< 0.1%
-6.35	1	< 0.1%
-6.33	1	< 0.1%
-6.32	1	< 0.1%
-6.3	1	< 0.1%
-6.29	1	< 0.1%

Value	Count	Frequency (%)
28.32	2	< 0.1%
28.31	1	< 0.1%
28.3	5	< 0.1%
28.28	7	< 0.1%
28.27	2	< 0.1%
28.26	3	< 0.1%
28.25	1	< 0.1%
28.23	4	< 0.1%
28.22	1	< 0.1%
28.21	2	< 0.1%

Num_Credit_Inquiries
Real number (ℝ)

High correlation Zeros

Distinct	750
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.60244

Minimum	0
Maximum	2593
Zeros	1102
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	15
Maximum	2593
Range	2593
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	194.96233
Coefficient of variation (CV)	6.5860223
Kurtosis	98.50741
Mean	29.60244
Median Absolute Deviation (MAD)	3
Skewness	9.6911506
Sum	1480122
Variance	38010.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	5330	10.7%
5	4709	9.4%
4	4402	8.8%
6	4375	8.8%
8	3922	7.8%
9	3523	7.0%
3	3466	6.9%
11	2996	6.0%
10	2982	6.0%
12	2585	5.2%
Other values (740)	11710	23.4%

Value	Count	Frequency (%)
0	1102	2.2%
1	1747	3.5%
2	2454	4.9%
3	3466	6.9%
4	4402	8.8%
5	4709	9.4%
6	4375	8.8%
7	5330	10.7%
8	3922	7.8%
9	3523	7.0%

Value	Count	Frequency (%)
2593	1	< 0.1%
2592	1	< 0.1%
2588	1	< 0.1%
2586	1	< 0.1%
2583	1	< 0.1%
2576	1	< 0.1%
2575	1	< 0.1%
2574	1	< 0.1%
2570	1	< 0.1%
2567	1	< 0.1%

Outstanding_Debt
Real number (ℝ)

High correlation

Distinct	12203
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1422.9254

Minimum	0.23
Maximum	4998.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0.23
5-th percentile	120.02
Q1	570.51
median	1164.47
Q3	1931.12
95-th percentile	4071.62
Maximum	4998.07
Range	4997.84
Interquartile range (IQR)	1360.61

Descriptive statistics

Standard deviation	1149.914
Coefficient of variation (CV)	0.8081337
Kurtosis	0.95092845
Mean	1422.9254
Median Absolute Deviation (MAD)	633.96
Skewness	1.2200186
Sum	71146269
Variance	1322302.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1164.47	495	1.0%
460.46	12	< 0.1%
1360.45	12	< 0.1%
1109.03	12	< 0.1%
1151.7	12	< 0.1%
148.52	8	< 0.1%
1124.02	8	< 0.1%
1961.73	8	< 0.1%
446.31	8	< 0.1%
1353.86	8	< 0.1%
Other values (12193)	49417	98.8%

Value	Count	Frequency (%)
0.23	4	< 0.1%
0.34	4	< 0.1%
0.54	4	< 0.1%
0.56	4	< 0.1%
0.77	4	< 0.1%
0.95	8	< 0.1%
1.2	4	< 0.1%
1.23	4	< 0.1%
1.3	4	< 0.1%
1.33	4	< 0.1%

Value	Count	Frequency (%)
4998.07	4	< 0.1%
4997.1	4	< 0.1%
4997.05	4	< 0.1%
4992.25	4	< 0.1%
4990.91	4	< 0.1%
4987.19	4	< 0.1%
4986.03	4	< 0.1%
4984.82	3	< 0.1%
4983.86	4	< 0.1%
4982.57	4	< 0.1%

Credit_Utilization_Ratio
Real number (ℝ)

Unique

Distinct	50000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.279581

Minimum	20.509652
Maximum	48.540663
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	20.509652
5-th percentile	24.274339
Q1	28.06104
median	32.28039
Q3	36.468591
95-th percentile	40.244882
Maximum	48.540663
Range	28.031011
Interquartile range (IQR)	8.4075506

Descriptive statistics

Standard deviation	5.1062377
Coefficient of variation (CV)	0.15818786
Kurtosis	-0.94942073
Mean	32.279581
Median Absolute Deviation (MAD)	4.2018629
Skewness	0.037595743
Sum	1613979.1
Variance	26.073664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.03040186	1	< 0.1%
33.0531145	1	< 0.1%
33.81189412	1	< 0.1%
32.43055902	1	< 0.1%
25.9268217	1	< 0.1%
30.11660045	1	< 0.1%
30.99642374	1	< 0.1%
33.87516722	1	< 0.1%
35.22970733	1	< 0.1%
35.68583595	1	< 0.1%
Other values (49990)	49990	> 99.9%

Value	Count	Frequency (%)
20.50965206	1	< 0.1%
20.62001732	1	< 0.1%
20.73922549	1	< 0.1%
20.80058685	1	< 0.1%
20.83922638	1	< 0.1%
20.91964798	1	< 0.1%
21.11966911	1	< 0.1%
21.14020193	1	< 0.1%
21.18158151	1	< 0.1%
21.18710526	1	< 0.1%

Value	Count	Frequency (%)
48.54066309	1	< 0.1%
48.22871401	1	< 0.1%
48.15277749	1	< 0.1%
48.09645727	1	< 0.1%
48.06528066	1	< 0.1%
47.28898726	1	< 0.1%
47.23010359	1	< 0.1%
47.16317245	1	< 0.1%
46.97777638	1	< 0.1%
46.94753325	1	< 0.1%

Credit_History_Months
Real number (ℝ)

High correlation

Distinct	399
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	227.04992

Minimum	10
Maximum	408
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	10
5-th percentile	73
Q1	160
median	225
Q3	298
95-th percentile	385
Maximum	408
Range	398
Interquartile range (IQR)	138

Descriptive statistics

Standard deviation	95.002194
Coefficient of variation (CV)	0.41841985
Kurtosis	-0.69698829
Mean	227.04992
Median Absolute Deviation (MAD)	69
Skewness	-0.043285361
Sum	11352496
Variance	9025.4169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
225	4654	9.3%
241	254	0.5%
193	254	0.5%
223	252	0.5%
235	252	0.5%
222	250	0.5%
198	248	0.5%
229	242	0.5%
217	241	0.5%
199	238	0.5%
Other values (389)	43115	86.2%

Value	Count	Frequency (%)
10	13	< 0.1%
11	16	< 0.1%
12	33	0.1%
13	38	0.1%
14	27	0.1%
15	33	0.1%
16	25	0.1%
17	33	0.1%
18	51	0.1%
19	51	0.1%

Value	Count	Frequency (%)
408	14	< 0.1%
407	15	< 0.1%
406	43	0.1%
405	91	0.2%
404	118	0.2%
403	158	0.3%
402	151	0.3%
401	117	0.2%
400	108	0.2%
399	98	0.2%

Payment_of_Min_Amount
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

Yes	26158
No	17849
NM	5993

Length

Max length	3
Median length	3
Mean length	2.52316
Min length	2

Characters and Unicode

Total characters	126158
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	No
3rd row	No
4th row	No
5th row	No

Common Values

Value	Count	Frequency (%)
Yes	26158	52.3%
No	17849	35.7%
NM	5993	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
yes	26158	52.3%
no	17849	35.7%
nm	5993	12.0%

Most occurring characters

Value	Count	Frequency (%)
Y	26158	20.7%
e	26158	20.7%
s	26158	20.7%
N	23842	18.9%
o	17849	14.1%
M	5993	4.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	126158	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	26158	20.7%
e	26158	20.7%
s	26158	20.7%
N	23842	18.9%
o	17849	14.1%
M	5993	4.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	126158	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	26158	20.7%
e	26158	20.7%
s	26158	20.7%
N	23842	18.9%
o	17849	14.1%
M	5993	4.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	126158	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	26158	20.7%
e	26158	20.7%
s	26158	20.7%
N	23842	18.9%
o	17849	14.1%
M	5993	4.8%

Total_EMI_per_month
Real number (ℝ)

Zeros

Distinct	10867
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119.57743

Minimum	0
Maximum	392.06015
Zeros	5002
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	32.222388
median	74.733349
Q3	176.15749
95-th percentile	392.06015
Maximum	392.06015
Range	392.06015
Interquartile range (IQR)	143.9351

Descriptive statistics

Standard deviation	116.98867
Coefficient of variation (CV)	0.97835075
Kurtosis	0.21593906
Mean	119.57743
Median Absolute Deviation (MAD)	55.075845
Skewness	1.1451811
Sum	5978871.6
Variance	13686.349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5002	10.0%
392.060147	3933	7.9%
113.8333908	4	< 0.1%
16.41545166	4	< 0.1%
35.10402261	4	< 0.1%
49.57494921	4	< 0.1%
18.81621457	4	< 0.1%
261.2012178	4	< 0.1%
50.96087828	4	< 0.1%
16.18593991	4	< 0.1%
Other values (10857)	41033	82.1%

Value	Count	Frequency (%)
0	5002	10.0%
4.462837467	4	< 0.1%
4.713183572	4	< 0.1%
4.865689677	4	< 0.1%
4.916138542	4	< 0.1%
5.138484696	4	< 0.1%
5.218466359	4	< 0.1%
5.24927327	4	< 0.1%
5.262291048	4	< 0.1%
5.351086151	4	< 0.1%

Value	Count	Frequency (%)
392.060147	3933	7.9%
391.6293696	3	< 0.1%
391.2455696	3	< 0.1%
391.0468209	4	< 0.1%
390.854909	4	< 0.1%
390.7054359	4	< 0.1%
390.5887994	4	< 0.1%
390.4512882	4	< 0.1%
390.2432922	2	< 0.1%
389.8371967	3	< 0.1%

Amount_invested_monthly
Real number (ℝ)

High correlation

Distinct	45450
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.98437

Minimum	0
Maximum	1908.1244
Zeros	106
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	31.687205
Q1	77.031011
median	129.03212
Q3	220.5592
95-th percentile	588.71397
Maximum	1908.1244
Range	1908.1244
Interquartile range (IQR)	143.52818

Descriptive statistics

Standard deviation	188.63977
Coefficient of variation (CV)	0.99817654
Kurtosis	9.1712604
Mean	188.98437
Median Absolute Deviation (MAD)	62.34207
Skewness	2.636989
Sum	9449218.5
Variance	35584.961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129.0321187	4446	8.9%
0	106	0.2%
148.2339379	1	< 0.1%
39.08251089	1	< 0.1%
39.68401842	1	< 0.1%
251.6273688	1	< 0.1%
72.68014533	1	< 0.1%
153.5344876	1	< 0.1%
397.5036535	1	< 0.1%
453.6151306	1	< 0.1%
Other values (45440)	45440	90.9%

Value	Count	Frequency (%)
0	106	0.2%
10.00422175	1	< 0.1%
10.02534446	1	< 0.1%
10.03636801	1	< 0.1%
10.04805645	1	< 0.1%
10.05105695	1	< 0.1%
10.09676946	1	< 0.1%
10.13152849	1	< 0.1%
10.21922841	1	< 0.1%
10.22647426	1	< 0.1%

Value	Count	Frequency (%)
1908.1244	1	< 0.1%
1867.837027	1	< 0.1%
1813.033588	1	< 0.1%
1801.3582	1	< 0.1%
1757.024836	1	< 0.1%
1737.520076	1	< 0.1%
1690.324234	1	< 0.1%
1679.339961	1	< 0.1%
1657.176399	1	< 0.1%
1657.138212	1	< 0.1%

Payment_Behaviour_lavel
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

Low	24783
High	21417
Unknown	3800

Length

Max length	7
Median length	4
Mean length	3.73234
Min length	3

Characters and Unicode

Total characters	186617
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	High
3rd row	Low
4th row	High
5th row	High

Common Values

Value	Count	Frequency (%)
Low	24783	49.6%
High	21417	42.8%
Unknown	3800	7.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	24783	49.6%
high	21417	42.8%
unknown	3800	7.6%

Most occurring characters

Value	Count	Frequency (%)
o	28583	15.3%
w	28583	15.3%
L	24783	13.3%
H	21417	11.5%
i	21417	11.5%
g	21417	11.5%
h	21417	11.5%
n	11400	6.1%
U	3800	2.0%
k	3800	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	186617	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	28583	15.3%
w	28583	15.3%
L	24783	13.3%
H	21417	11.5%
i	21417	11.5%
g	21417	11.5%
h	21417	11.5%
n	11400	6.1%
U	3800	2.0%
k	3800	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	186617	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	28583	15.3%
w	28583	15.3%
L	24783	13.3%
H	21417	11.5%
i	21417	11.5%
g	21417	11.5%
h	21417	11.5%
n	11400	6.1%
U	3800	2.0%
k	3800	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	186617	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	28583	15.3%
w	28583	15.3%
L	24783	13.3%
H	21417	11.5%
i	21417	11.5%
g	21417	11.5%
h	21417	11.5%
n	11400	6.1%
U	3800	2.0%
k	3800	2.0%

Payment_Behaviour_size
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

Small	18345
Medium	15759
Large	12096
Unknown	3800

Length

Max length	7
Median length	5
Mean length	5.46718
Min length	5

Characters and Unicode

Total characters	273359
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Small
2nd row	Medium
3rd row	Medium
4th row	Medium
5th row	Large

Common Values

Value	Count	Frequency (%)
Small	18345	36.7%
Medium	15759	31.5%
Large	12096	24.2%
Unknown	3800	7.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
small	18345	36.7%
medium	15759	31.5%
large	12096	24.2%
unknown	3800	7.6%

Most occurring characters

Value	Count	Frequency (%)
l	36690	13.4%
m	34104	12.5%
a	30441	11.1%
e	27855	10.2%
S	18345	6.7%
M	15759	5.8%
d	15759	5.8%
i	15759	5.8%
u	15759	5.8%
L	12096	4.4%
Other values (7)	50792	18.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	273359	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	36690	13.4%
m	34104	12.5%
a	30441	11.1%
e	27855	10.2%
S	18345	6.7%
M	15759	5.8%
d	15759	5.8%
i	15759	5.8%
u	15759	5.8%
L	12096	4.4%
Other values (7)	50792	18.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	273359	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	36690	13.4%
m	34104	12.5%
a	30441	11.1%
e	27855	10.2%
S	18345	6.7%
M	15759	5.8%
d	15759	5.8%
i	15759	5.8%
u	15759	5.8%
L	12096	4.4%
Other values (7)	50792	18.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	273359	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	36690	13.4%
m	34104	12.5%
a	30441	11.1%
e	27855	10.2%
S	18345	6.7%
M	15759	5.8%
d	15759	5.8%
i	15759	5.8%
u	15759	5.8%
L	12096	4.4%
Other values (7)	50792	18.6%

Monthly_Balance
Real number (ℝ)

High correlation

Distinct	49433
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	402.31557

Minimum	0.10340223
Maximum	1606.5182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0.10340223
5-th percentile	176.64497
Q1	271.11856
median	336.98458
Q3	468.57122
95-th percentile	861.95932
Maximum	1606.5182
Range	1606.4148
Interquartile range (IQR)	197.45265

Descriptive statistics

Standard deviation	212.58327
Coefficient of variation (CV)	0.52839931
Kurtosis	2.9452848
Mean	402.31557
Median Absolute Deviation (MAD)	83.224889
Skewness	1.5952097
Sum	20115778
Variance	45191.646
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
336.9845816	568	1.1%
186.2667021	1	< 0.1%
361.4440039	1	< 0.1%
264.6754462	1	< 0.1%
343.8268732	1	< 0.1%
485.2984337	1	< 0.1%
303.3550833	1	< 0.1%
452.3023068	1	< 0.1%
421.4479645	1	< 0.1%
854.226027	1	< 0.1%
Other values (49423)	49423	98.8%

Value	Count	Frequency (%)
0.1034022312	1	< 0.1%
0.2555499673	1	< 0.1%
0.7296795617	1	< 0.1%
0.7738601314	1	< 0.1%
0.9178127083	1	< 0.1%
1.084551968	1	< 0.1%
1.168406843	1	< 0.1%
1.325801602	1	< 0.1%
1.362636471	1	< 0.1%
1.373412124	1	< 0.1%

Value	Count	Frequency (%)
1606.518192	1	< 0.1%
1566.125572	1	< 0.1%
1553.841636	1	< 0.1%
1553.386647	1	< 0.1%
1550.85202	1	< 0.1%
1548.204189	1	< 0.1%
1546.264717	1	< 0.1%
1540.935972	1	< 0.1%
1496.408869	1	< 0.1%
1496.113981	1	< 0.1%

Credit_Mix
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

Standard	22814
Good	15237
Bad	11949

Length

Max length	8
Median length	4
Mean length	5.58614
Min length	3

Characters and Unicode

Total characters	279307
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Good
2nd row	Good
3rd row	Good
4th row	Good
5th row	Good

Common Values

Value	Count	Frequency (%)
Standard	22814	45.6%
Good	15237	30.5%
Bad	11949	23.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	22814	45.6%
good	15237	30.5%
bad	11949	23.9%

Most occurring characters

Value	Count	Frequency (%)
d	72814	26.1%
a	57577	20.6%
o	30474	10.9%
S	22814	8.2%
t	22814	8.2%
n	22814	8.2%
r	22814	8.2%
G	15237	5.5%
B	11949	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	279307	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	72814	26.1%
a	57577	20.6%
o	30474	10.9%
S	22814	8.2%
t	22814	8.2%
n	22814	8.2%
r	22814	8.2%
G	15237	5.5%
B	11949	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	279307	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	72814	26.1%
a	57577	20.6%
o	30474	10.9%
S	22814	8.2%
t	22814	8.2%
n	22814	8.2%
r	22814	8.2%
G	15237	5.5%
B	11949	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	279307	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	72814	26.1%
a	57577	20.6%
o	30474	10.9%
S	22814	8.2%
t	22814	8.2%
n	22814	8.2%
r	22814	8.2%
G	15237	5.5%
B	11949	4.3%

Interactions

Correlations

	Age	Amount_invested_monthly	Annual_Income	Auto Loan	Changed_Credit_Limit	Credit-Builder Loan	Credit_History_Months	Credit_Mix	Credit_Utilization_Ratio	Debt Consolidation Loan	Delay_from_due_date	Home Equity Loan	Interest_Rate	Monthly_Balance	Monthly_Inhand_Salary	Mortgage Loan	Num_Bank_Accounts	Num_Credit_Card	Num_Credit_Inquiries	Num_of_Delayed_Payment	Num_of_Loan	Num_of_Loan_Types	Occupation	Outstanding_Debt	Payday Loan	Payment_Behaviour_lavel	Payment_Behaviour_size	Payment_of_Min_Amount	Personal Loan	Student Loan	Total_EMI_per_month
Age	1.000	0.032	0.046	0.098	-0.096	0.093	0.143	0.190	0.016	0.093	-0.106	0.094	-0.134	0.074	0.040	0.093	-0.118	-0.089	-0.147	-0.105	-0.125	-0.121	0.027	-0.132	0.086	0.027	0.022	0.190	0.097	0.099	-0.049
Amount_invested_monthly	0.032	1.000	0.577	0.060	-0.094	0.065	0.168	0.136	0.016	0.054	-0.147	0.059	-0.185	-0.013	0.559	0.051	-0.166	-0.123	-0.161	-0.158	-0.152	-0.150	0.009	-0.172	0.065	0.185	0.062	0.116	0.060	0.057	0.280
Annual_Income	0.046	0.577	1.000	0.000	-0.133	0.008	0.237	0.000	0.120	0.000	-0.223	0.000	-0.270	0.559	0.865	0.007	-0.249	-0.186	-0.236	-0.228	-0.212	-0.211	0.003	-0.250	0.003	0.000	0.000	0.007	0.000	0.000	0.439
Auto Loan	0.098	0.060	0.000	1.000	0.152	0.094	0.239	0.258	0.056	0.077	0.197	0.068	0.235	0.177	0.102	0.072	0.198	0.177	0.006	0.183	0.375	0.440	0.020	0.265	0.087	0.031	0.029	0.192	0.082	0.068	0.209
Changed_Credit_Limit	-0.096	-0.094	-0.133	0.152	1.000	0.146	-0.343	0.411	-0.037	0.131	0.247	0.150	0.316	-0.177	-0.127	0.141	0.272	0.177	0.324	0.244	0.265	0.259	0.020	0.280	0.135	0.030	0.024	0.340	0.144	0.141	0.081
Credit-Builder Loan	0.093	0.065	0.008	0.094	0.146	1.000	0.245	0.271	0.059	0.072	0.194	0.102	0.237	0.199	0.129	0.077	0.206	0.184	0.005	0.195	0.390	0.451	0.022	0.269	0.074	0.034	0.033	0.196	0.081	0.073	0.206
Credit_History_Months	0.143	0.168	0.237	0.239	-0.343	0.245	1.000	0.479	0.063	0.231	-0.461	0.227	-0.545	0.344	0.224	0.240	-0.466	-0.377	-0.568	-0.435	-0.533	-0.517	0.027	-0.566	0.241	0.057	0.045	0.397	0.237	0.238	-0.170
Credit_Mix	0.190	0.136	0.000	0.258	0.411	0.271	0.479	1.000	0.087	0.245	0.586	0.258	0.628	0.292	0.268	0.265	0.613	0.465	0.000	0.586	0.509	0.439	0.030	0.585	0.256	0.064	0.066	0.545	0.254	0.249	0.152
Credit_Utilization_Ratio	0.016	0.016	0.120	0.056	-0.037	0.059	0.063	0.087	1.000	0.058	-0.064	0.060	-0.061	0.184	0.114	0.058	-0.067	-0.050	-0.064	-0.062	-0.094	-0.088	0.000	-0.070	0.050	0.094	0.069	0.072	0.052	0.056	0.006
Debt Consolidation Loan	0.093	0.054	0.000	0.077	0.131	0.072	0.231	0.245	0.058	1.000	0.202	0.083	0.220	0.186	0.118	0.070	0.187	0.162	0.010	0.161	0.373	0.431	0.026	0.247	0.079	0.036	0.037	0.187	0.076	0.053	0.208
Delay_from_due_date	-0.106	-0.147	-0.223	0.197	0.247	0.194	-0.461	0.586	-0.064	0.202	1.000	0.202	0.567	-0.303	-0.204	0.204	0.566	0.435	0.486	0.518	0.424	0.412	0.023	0.515	0.197	0.052	0.044	0.357	0.204	0.197	0.122
Home Equity Loan	0.094	0.059	0.000	0.068	0.150	0.102	0.227	0.258	0.060	0.083	0.202	1.000	0.233	0.183	0.108	0.080	0.196	0.172	0.000	0.187	0.389	0.449	0.029	0.258	0.081	0.026	0.019	0.194	0.087	0.070	0.215
Interest_Rate	-0.134	-0.185	-0.270	0.235	0.316	0.237	-0.545	0.628	-0.061	0.220	0.567	0.233	1.000	-0.347	-0.253	0.230	0.583	0.454	0.585	0.539	0.493	0.483	0.027	0.603	0.226	0.062	0.054	0.445	0.226	0.221	0.126
Monthly_Balance	0.074	-0.013	0.559	0.177	-0.177	0.199	0.344	0.292	0.184	0.186	-0.303	0.183	-0.347	1.000	0.544	0.183	-0.314	-0.249	-0.329	-0.295	-0.453	-0.437	0.011	-0.350	0.177	0.339	0.213	0.230	0.181	0.175	0.034
Monthly_Inhand_Salary	0.040	0.559	0.865	0.102	-0.127	0.129	0.224	0.268	0.114	0.118	-0.204	0.108	-0.253	0.544	1.000	0.109	-0.228	-0.168	-0.220	-0.212	-0.196	-0.194	0.023	-0.234	0.108	0.193	0.151	0.211	0.107	0.106	0.417
Mortgage Loan	0.093	0.051	0.007	0.072	0.141	0.077	0.240	0.265	0.058	0.070	0.204	0.080	0.230	0.183	0.109	1.000	0.207	0.175	0.000	0.180	0.387	0.435	0.042	0.266	0.068	0.026	0.028	0.190	0.086	0.072	0.221
Num_Bank_Accounts	-0.118	-0.166	-0.249	0.198	0.272	0.206	-0.466	0.613	-0.067	0.187	0.566	0.196	0.583	-0.314	-0.228	0.207	1.000	0.420	0.487	0.544	0.426	0.414	0.028	0.492	0.200	0.059	0.051	0.405	0.200	0.181	0.097
Num_Credit_Card	-0.089	-0.123	-0.186	0.177	0.177	0.184	-0.377	0.465	-0.050	0.162	0.435	0.172	0.454	-0.249	-0.168	0.175	0.420	1.000	0.398	0.375	0.350	0.341	0.026	0.447	0.179	0.043	0.042	0.289	0.168	0.166	0.092
Num_Credit_Inquiries	-0.147	-0.161	-0.236	0.006	0.324	0.005	-0.568	0.000	-0.064	0.010	0.486	0.000	0.585	-0.329	-0.220	0.000	0.487	0.398	1.000	0.444	0.491	0.478	0.000	0.562	0.009	0.000	0.000	0.003	0.009	0.004	0.148
Num_of_Delayed_Payment	-0.105	-0.158	-0.228	0.183	0.244	0.195	-0.435	0.586	-0.062	0.161	0.518	0.187	0.539	-0.295	-0.212	0.180	0.544	0.375	0.444	1.000	0.403	0.392	0.019	0.457	0.169	0.047	0.043	0.375	0.170	0.174	0.097
Num_of_Loan	-0.125	-0.152	-0.212	0.375	0.265	0.390	-0.533	0.509	-0.094	0.373	0.424	0.389	0.493	-0.453	-0.196	0.387	0.426	0.350	0.491	0.403	1.000	0.871	0.027	0.519	0.384	0.052	0.043	0.355	0.379	0.374	0.466
Num_of_Loan_Types	-0.121	-0.150	-0.211	0.440	0.259	0.451	-0.517	0.439	-0.088	0.431	0.412	0.449	0.483	-0.437	-0.194	0.435	0.414	0.341	0.478	0.392	0.871	1.000	0.029	0.505	0.439	0.047	0.039	0.315	0.444	0.423	0.457
Occupation	0.027	0.009	0.003	0.020	0.020	0.022	0.027	0.030	0.000	0.026	0.023	0.029	0.027	0.011	0.023	0.042	0.028	0.026	0.000	0.019	0.027	0.029	1.000	0.028	0.009	0.007	0.011	0.013	0.023	0.005	0.025
Outstanding_Debt	-0.132	-0.172	-0.250	0.265	0.280	0.269	-0.566	0.585	-0.070	0.247	0.515	0.258	0.603	-0.350	-0.234	0.266	0.492	0.447	0.562	0.457	0.519	0.505	0.028	1.000	0.258	0.063	0.056	0.376	0.257	0.256	0.145
Payday Loan	0.086	0.065	0.003	0.087	0.135	0.074	0.241	0.256	0.050	0.079	0.197	0.081	0.226	0.177	0.108	0.068	0.200	0.179	0.009	0.169	0.384	0.439	0.009	0.258	1.000	0.024	0.029	0.199	0.071	0.072	0.209
Payment_Behaviour_lavel	0.027	0.185	0.000	0.031	0.030	0.034	0.057	0.064	0.094	0.036	0.052	0.026	0.062	0.339	0.193	0.026	0.059	0.043	0.000	0.047	0.052	0.047	0.007	0.063	0.024	1.000	0.729	0.054	0.023	0.028	0.104
Payment_Behaviour_size	0.022	0.062	0.000	0.029	0.024	0.033	0.045	0.066	0.069	0.037	0.044	0.019	0.054	0.213	0.151	0.028	0.051	0.042	0.000	0.043	0.043	0.039	0.011	0.056	0.029	0.729	1.000	0.057	0.025	0.034	0.084
Payment_of_Min_Amount	0.190	0.116	0.007	0.192	0.340	0.196	0.397	0.545	0.072	0.187	0.357	0.194	0.445	0.230	0.211	0.190	0.405	0.289	0.003	0.375	0.355	0.315	0.013	0.376	0.199	0.054	0.057	1.000	0.190	0.185	0.106
Personal Loan	0.097	0.060	0.000	0.082	0.144	0.081	0.237	0.254	0.052	0.076	0.204	0.087	0.226	0.181	0.107	0.086	0.200	0.168	0.009	0.170	0.379	0.444	0.023	0.257	0.071	0.023	0.025	0.190	1.000	0.075	0.204
Student Loan	0.099	0.057	0.000	0.068	0.141	0.073	0.238	0.249	0.056	0.053	0.197	0.070	0.221	0.175	0.106	0.072	0.181	0.166	0.004	0.174	0.374	0.423	0.005	0.256	0.072	0.028	0.034	0.185	0.075	1.000	0.205
Total_EMI_per_month	-0.049	0.280	0.439	0.209	0.081	0.206	-0.170	0.152	0.006	0.208	0.122	0.215	0.126	0.034	0.417	0.221	0.097	0.092	0.148	0.097	0.466	0.457	0.025	0.145	0.209	0.104	0.084	0.106	0.204	0.205	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Age	Occupation	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Home Equity Loan	Personal Loan	Auto Loan	Credit-Builder Loan	Num_of_Loan_Types	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Months	Payment_of_Min_Amount	Total_EMI_per_month	Amount_invested_monthly	Payment_Behaviour_lavel	Payment_Behaviour_size	Monthly_Balance	Credit_Mix
0	23	Scientist	19114.12	1824.843333	3	4	3	4	1	1	1	1	4	3	7	11.27	2022	809.98	35.030402	273.0	No	49.574949	236.642682	Low	Small	186.266702	Good
1	24	Scientist	19114.12	1824.843333	3	4	3	4	1	1	1	1	4	3	9	13.27	4	809.98	33.053114	274.0	No	49.574949	21.465380	High	Medium	361.444004	Good
2	24	Scientist	19114.12	1824.843333	3	4	3	4	1	1	1	1	4	-1	4	12.27	4	809.98	33.811894	225.0	No	49.574949	148.233938	Low	Medium	264.675446	Good
3	34	Scientist	19114.12	3086.305000	3	4	3	4	1	1	1	1	4	4	5	11.27	4	809.98	32.430559	276.0	No	49.574949	39.082511	High	Medium	343.826873	Good
4	28	Unknown	34847.84	3037.986667	2	4	6	1	0	0	0	1	1	3	1	5.42	5	605.03	25.926822	327.0	No	18.816215	39.684018	High	Large	485.298434	Good
5	28	Teacher	34847.84	3037.986667	2	4	6	1	0	0	0	1	1	3	3	5.42	5	605.03	30.116600	328.0	No	18.816215	251.627369	Low	Large	303.355083	Good
6	28	Teacher	34847.84	3037.986667	2	4	6	1	0	0	0	1	1	3	14	5.42	5	605.03	30.996424	329.0	No	18.816215	72.680145	High	Large	452.302307	Good
7	28	Teacher	34847.84	3037.986667	2	4	6	1	0	0	0	1	1	3	14	7.42	5	605.03	33.875167	330.0	No	18.816215	153.534488	Unknown	Unknown	421.447964	Good
8	35	Engineer	143162.64	3086.305000	1	5	8	3	0	0	1	0	1	8	14	7.10	3	1303.01	35.229707	221.0	No	246.992319	397.503654	Low	Medium	854.226027	Good
9	35	Engineer	143162.64	12187.220000	1	5	8	3	0	0	1	0	1	6	3	2.10	3	1303.01	35.685836	222.0	No	246.992319	453.615131	Low	Large	788.114550	Good

	Age	Occupation	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Home Equity Loan	Student Loan	Personal Loan	Auto Loan	Mortgage Loan	Num_of_Loan_Types	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Months	Payment_of_Min_Amount	Total_EMI_per_month	Amount_invested_monthly	Payment_Behaviour_lavel	Payment_Behaviour_size	Monthly_Balance	Credit_Mix
49990	50	Writer	37188.10	3097.008333	1	4	13	3	1	1	0	0	1	3	7	12	5.38	3	620.64	25.708414	367.0	No	84.205949	183.365628	Low	Large	312.129256	Good
49991	34	Writer	37188.10	3097.008333	1	4	5	3	1	1	0	0	1	3	3	12	5.38	3	620.64	36.498383	368.0	No	392.060147	238.399383	Low	Large	257.095501	Good
49992	29	Architect	20002.88	1929.906667	10	8	29	5	0	1	1	1	1	4	33	25	18.31	9	3571.70	32.391288	76.0	Yes	60.964772	107.210742	Low	Small	314.815153	Bad
49993	29	Architect	20002.88	1929.906667	10	8	29	5	0	1	1	1	1	4	33	25	18.31	12	3571.70	37.528511	77.0	Yes	60.964772	71.794421	Low	Small	350.231473	Bad
49994	29	Unknown	20002.88	1929.906667	10	8	29	5	0	1	1	1	1	4	33	22	18.31	12	3571.70	27.027812	78.0	Yes	60.964772	50.846847	High	Small	341.179047	Bad
49995	34	Architect	20002.88	1929.906667	10	8	29	5	0	1	1	1	1	4	33	25	18.31	12	3571.70	34.780553	225.0	Yes	60.964772	146.486325	Low	Small	275.539570	Bad
49996	25	Mechanic	39628.99	3086.305000	4	6	7	3	0	1	0	1	0	2	20	14	11.50	7	502.38	27.758522	383.0	NM	35.104023	181.442999	Low	Small	409.394562	Good
49997	25	Mechanic	39628.99	3359.415833	4	6	7	2	0	1	0	1	0	2	23	5	13.50	7	502.38	36.858542	384.0	No	35.104023	129.032119	Low	Large	349.726332	Good
49998	25	Mechanic	39628.99	3086.305000	4	6	7	3	0	1	0	1	0	2	21	14	11.50	7	502.38	39.139840	385.0	No	35.104023	97.598580	High	Small	463.238981	Good
49999	25	Mechanic	39628.99	3359.415833	4	6	7	2	0	1	0	1	0	2	22	5	11.50	7	502.38	34.108530	386.0	No	35.104023	220.457878	Low	Medium	360.379683	Good

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values